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205 lines
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205 lines
10 KiB
5 months ago
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Using Orbbec Astra 3D cameras {#tutorial_orbbec_astra_openni}
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======================================================
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@tableofcontents
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@prev_tutorial{tutorial_kinect_openni}
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@next_tutorial{tutorial_intelperc}
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### Introduction
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This tutorial is devoted to the Astra Series of Orbbec 3D cameras (https://www.orbbec.com/products/structured-light-camera/astra-series/).
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That cameras have a depth sensor in addition to a common color sensor. The depth sensors can be read using
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the open source OpenNI API with @ref cv::VideoCapture class. The video stream is provided through the regular
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camera interface.
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### Installation Instructions
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In order to use the Astra camera's depth sensor with OpenCV you should do the following steps:
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-# Download the latest version of Orbbec OpenNI SDK (from here <https://www.orbbec.com/developers/openni-sdk/>).
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Unzip the archive, choose the build according to your operating system and follow installation
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steps provided in the Readme file.
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-# For instance, if you use 64bit GNU/Linux run:
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@code{.bash}
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$ cd Linux/OpenNI-Linux-x64-2.3.0.63/
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$ sudo ./install.sh
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@endcode
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When you are done with the installation, make sure to replug your device for udev rules to take
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effect. The camera should now work as a general camera device. Note that your current user should
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belong to group `video` to have access to the camera. Also, make sure to source `OpenNIDevEnvironment` file:
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@code{.bash}
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$ source OpenNIDevEnvironment
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@endcode
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To verify that the source command works and OpenNI library and header files can be found, run the following
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command and you should see something similar in your terminal:
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@code{.bash}
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$ echo $OPENNI2_INCLUDE
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/home/user/OpenNI_2.3.0.63/Linux/OpenNI-Linux-x64-2.3.0.63/Include
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$ echo $OPENNI2_REDIST
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/home/user/OpenNI_2.3.0.63/Linux/OpenNI-Linux-x64-2.3.0.63/Redist
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@endcode
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If the above two variables are empty, then you need to source `OpenNIDevEnvironment` again.
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@note Orbbec OpenNI SDK version 2.3.0.86 and newer does not provide `install.sh` any more.
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You can use the following script to initialize environment:
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@code{.text}
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# Check if user is root/running with sudo
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if [ `whoami` != root ]; then
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echo Please run this script with sudo
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exit
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fi
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ORIG_PATH=`pwd`
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cd `dirname $0`
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SCRIPT_PATH=`pwd`
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cd $ORIG_PATH
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if [ "`uname -s`" != "Darwin" ]; then
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# Install UDEV rules for USB device
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cp ${SCRIPT_PATH}/orbbec-usb.rules /etc/udev/rules.d/558-orbbec-usb.rules
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echo "usb rules file install at /etc/udev/rules.d/558-orbbec-usb.rules"
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fi
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OUT_FILE="$SCRIPT_PATH/OpenNIDevEnvironment"
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echo "export OPENNI2_INCLUDE=$SCRIPT_PATH/../sdk/Include" > $OUT_FILE
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echo "export OPENNI2_REDIST=$SCRIPT_PATH/../sdk/libs" >> $OUT_FILE
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chmod a+r $OUT_FILE
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echo "exit"
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@endcode
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@note The last tried version `2.3.0.86_202210111154_4c8f5aa4_beta6` does not work correctly with
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modern Linux, even after libusb rebuild as recommended by the instruction. The last know good
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configuration is version 2.3.0.63 (tested with Ubuntu 18.04 amd64). It's not provided officialy
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with the downloading page, but published by Orbbec technical suport on Orbbec community forum
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[here](https://3dclub.orbbec3d.com/t/universal-download-thread-for-astra-series-cameras/622).
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-# Now you can configure OpenCV with OpenNI support enabled by setting the `WITH_OPENNI2` flag in CMake.
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You may also like to enable the `BUILD_EXAMPLES` flag to get a code sample working with your Astra camera.
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Run the following commands in the directory containing OpenCV source code to enable OpenNI support:
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@code{.bash}
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$ mkdir build
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$ cd build
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$ cmake -DWITH_OPENNI2=ON ..
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@endcode
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If the OpenNI library is found, OpenCV will be built with OpenNI2 support. You can see the status of OpenNI2
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support in the CMake log:
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@code{.text}
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-- Video I/O:
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-- DC1394: YES (2.2.6)
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-- FFMPEG: YES
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-- avcodec: YES (58.91.100)
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-- avformat: YES (58.45.100)
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-- avutil: YES (56.51.100)
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-- swscale: YES (5.7.100)
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-- avresample: NO
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-- GStreamer: YES (1.18.1)
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-- OpenNI2: YES (2.3.0)
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-- v4l/v4l2: YES (linux/videodev2.h)
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@endcode
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-# Build OpenCV:
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@code{.bash}
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$ make
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@endcode
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### Code
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The Astra Pro camera has two sensors -- a depth sensor and a color sensor. The depth sensor
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can be read using the OpenNI interface with @ref cv::VideoCapture class. The video stream is
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not available through OpenNI API and is only provided via the regular camera interface.
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So, to get both depth and color frames, two @ref cv::VideoCapture objects should be created:
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@snippetlineno samples/cpp/tutorial_code/videoio/openni_orbbec_astra/openni_orbbec_astra.cpp Open streams
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The first object will use the OpenNI2 API to retrieve depth data. The second one uses the
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Video4Linux2 interface to access the color sensor. Note that the example above assumes that
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the Astra camera is the first camera in the system. If you have more than one camera connected,
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you may need to explicitly set the proper camera number.
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Before using the created VideoCapture objects you may want to set up stream parameters by setting
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objects' properties. The most important parameters are frame width, frame height and fps.
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For this example, we’ll configure width and height of both streams to VGA resolution, which is
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the maximum resolution available for both sensors, and we’d like both stream parameters to be the
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same for easier color-to-depth data registration:
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@snippetlineno samples/cpp/tutorial_code/videoio/openni_orbbec_astra/openni_orbbec_astra.cpp Setup streams
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For setting and retrieving some property of sensor data generators use @ref cv::VideoCapture::set and
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@ref cv::VideoCapture::get methods respectively, e.g. :
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@snippetlineno samples/cpp/tutorial_code/videoio/openni_orbbec_astra/openni_orbbec_astra.cpp Get properties
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The following properties of cameras available through OpenNI interface are supported for the depth
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generator:
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- @ref cv::CAP_PROP_FRAME_WIDTH -- Frame width in pixels.
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- @ref cv::CAP_PROP_FRAME_HEIGHT -- Frame height in pixels.
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- @ref cv::CAP_PROP_FPS -- Frame rate in FPS.
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- @ref cv::CAP_PROP_OPENNI_REGISTRATION -- Flag that registers the remapping depth map to image map
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by changing the depth generator's viewpoint (if the flag is "on") or sets this view point to
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its normal one (if the flag is "off"). The registration process’ resulting images are
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pixel-aligned, which means that every pixel in the image is aligned to a pixel in the depth
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image.
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- @ref cv::CAP_PROP_OPENNI2_MIRROR -- Flag to enable or disable mirroring for this stream. Set to 0
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to disable mirroring
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Next properties are available for getting only:
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- @ref cv::CAP_PROP_OPENNI_FRAME_MAX_DEPTH -- A maximum supported depth of the camera in mm.
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- @ref cv::CAP_PROP_OPENNI_BASELINE -- Baseline value in mm.
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After the VideoCapture objects have been set up, you can start reading frames from them.
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@note
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OpenCV's VideoCapture provides synchronous API, so you have to grab frames in a new thread
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to avoid one stream blocking while another stream is being read. VideoCapture is not a
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thread-safe class, so you need to be careful to avoid any possible deadlocks or data races.
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As there are two video sources that should be read simultaneously, it’s necessary to create two
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threads to avoid blocking. Example implementation that gets frames from each sensor in a new thread
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and stores them in a list along with their timestamps:
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@snippetlineno samples/cpp/tutorial_code/videoio/openni_orbbec_astra/openni_orbbec_astra.cpp Read streams
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VideoCapture can retrieve the following data:
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-# data given from the depth generator:
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- @ref cv::CAP_OPENNI_DEPTH_MAP - depth values in mm (CV_16UC1)
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- @ref cv::CAP_OPENNI_POINT_CLOUD_MAP - XYZ in meters (CV_32FC3)
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- @ref cv::CAP_OPENNI_DISPARITY_MAP - disparity in pixels (CV_8UC1)
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- @ref cv::CAP_OPENNI_DISPARITY_MAP_32F - disparity in pixels (CV_32FC1)
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- @ref cv::CAP_OPENNI_VALID_DEPTH_MASK - mask of valid pixels (not occluded, not shaded, etc.)
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(CV_8UC1)
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-# data given from the color sensor is a regular BGR image (CV_8UC3).
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When new data are available, each reading thread notifies the main thread using a condition variable.
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A frame is stored in the ordered list -- the first frame in the list is the earliest captured,
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the last frame is the latest captured. As depth and color frames are read from independent sources
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two video streams may become out of sync even when both streams are set up for the same frame rate.
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A post-synchronization procedure can be applied to the streams to combine depth and color frames into
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pairs. The sample code below demonstrates this procedure:
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@snippetlineno samples/cpp/tutorial_code/videoio/openni_orbbec_astra/openni_orbbec_astra.cpp Pair frames
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In the code snippet above the execution is blocked until there are some frames in both frame lists.
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When there are new frames, their timestamps are being checked -- if they differ more than a half of
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the frame period then one of the frames is dropped. If timestamps are close enough, then two frames
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are paired. Now, we have two frames: one containing color information and another one -- depth information.
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In the example above retrieved frames are simply shown with cv::imshow function, but you can insert
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any other processing code here.
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In the sample images below you can see the color frame and the depth frame representing the same scene.
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Looking at the color frame it's hard to distinguish plant leaves from leaves painted on a wall,
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but the depth data makes it easy.
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![Color frame](images/astra_color.jpg)
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![Depth frame](images/astra_depth.png)
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The complete implementation can be found in
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[openni_orbbec_astra.cpp](https://github.com/opencv/opencv/tree/5.x/samples/cpp/tutorial_code/videoio/openni_orbbec_astra/openni_orbbec_astra.cpp)
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in `samples/cpp/tutorial_code/videoio` directory.
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